Voxel51
Voxel51 is a leading provider of open-source computer vision tools for machine learning, offering solutions to explore, visualize, curate, and refine visual datasets and models.
https://voxel51.com/
Product Information
Updated:Dec 9, 2024
Voxel51 Monthly Traffic Trends
Voxel51 experienced a 7.0% decline in traffic, with 66,304 visits in the month. Despite hosting the ECCV 2024 Redux event and scheduling an AI & CV Meetup featuring industry experts, the traffic dip suggests that these activities did not significantly boost user engagement. The Filtered Views Newsletter and other community initiatives might not have been enough to counteract other market factors.
What is Voxel51
Voxel51 is a company that specializes in developing tools for computer vision and machine learning. Their flagship product, FiftyOne, is an open-source toolkit designed to help developers, data scientists, and researchers improve the quality of their datasets and deliver insights about their models. Voxel51 aims to simplify and automate the process of working with visual data, enabling users to build production-ready visual AI faster and more easily. The company serves various industries including automotive, healthcare, robotics, and security, among others.
Key Features of Voxel51
Voxel51 provides open source and enterprise computer vision tools for managing, visualizing, and improving visual datasets and AI models. Their main product FiftyOne enables users to explore, curate, and evaluate image/video data and models, helping streamline the development of computer vision applications. FiftyOne Teams adds enterprise features like cloud integration, collaboration tools, and security.
Data Visualization: Interactive visualization of image/video datasets and model predictions to gain insights
Dataset Curation: Tools to filter, sort, tag, and refine datasets to improve quality
Model Evaluation: Compare model performance and identify mistakes to iterate on models
Brain Similarity Search: Find visually similar samples in large datasets using AI-powered search
Integrations: Connects with popular ML tools and datasets like COCO, Open Images, ActivityNet
Use Cases of Voxel51
Autonomous Vehicle Development: Organize and analyze large datasets of road imagery to train and validate self-driving models
Security and Surveillance: Manage video datasets and evaluate object detection models for security applications
Medical Imaging: Curate datasets of medical scans and improve diagnostic AI models
Agriculture: Analyze aerial imagery datasets to train crop health and yield prediction models
Manufacturing Quality Control: Build datasets and models to detect defects in products on assembly lines
Pros
Powerful open source toolkit with enterprise options
Integrates with popular ML frameworks and datasets
Helps improve both data quality and model performance
Cons
Learning curve to utilize full feature set
Primarily focused on computer vision use cases
Enterprise features require paid subscription
How to Use Voxel51
Install FiftyOne: Install the open-source FiftyOne library using pip: pip install fiftyone
Import your dataset: Load your image or video dataset into a FiftyOne Dataset object using methods like Dataset.from_images_dir() or Dataset.from_videos_dir()
Visualize your data: Launch the FiftyOne App to interactively explore and visualize your dataset: fo.launch_app(dataset)
Analyze and filter: Use FiftyOne's querying capabilities to analyze distributions and filter your dataset based on various criteria
Evaluate models: Add model predictions to your dataset and use FiftyOne's evaluation tools to assess model performance
Find annotation mistakes: Use the FiftyOne Brain to automatically identify potential errors in your ground truth labels
Curate datasets: Leverage FiftyOne's curation capabilities to select high-quality subsets of your data for training
Export refined data: Export your curated datasets in standard formats to use for model training
Voxel51 FAQs
Voxel51 is an AI software company that provides open source computer vision tools for machine learning, including the FiftyOne toolkit. They enable developers, scientists, and organizations to build high-quality datasets and computer vision models.
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Analytics of Voxel51 Website
Voxel51 Traffic & Rankings
66.3K
Monthly Visits
#572522
Global Rank
#9050
Category Rank
Traffic Trends: Jun 2024-Nov 2024
Voxel51 User Insights
00:01:42
Avg. Visit Duration
2.05
Pages Per Visit
46.53%
User Bounce Rate
Top Regions of Voxel51
US: 20.74%
GB: 8.64%
IN: 6.86%
PL: 5.85%
CA: 5.52%
Others: 52.39%
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